Technical field guide
The sections below preserve the service-specific depth behind eDiscovery Managed Review, edited for the current national practice and its documented engagement model. Methods are selected for the source, authorization, system state and assigned specialty. No single tool or artifact establishes a conclusion, and legal, regulatory or certification decisions remain with the responsible authority.
What This Solves
Large productions create a bandwidth problem. Your firm or legal department may have the expertise to supervise review, but not the capacity to staff it. Hiring and training document reviewers on short notice is expensive, slow, and inconsistent, especially when the data set includes complex technical documents, foreign language materials, or sensitive privilege issues.
GDF's managed review service puts trained practitioners into the workspace from day one. They work under GDF project management on GDF's own review platform, with daily reporting, structured quality control, and clear escalation paths back to supervising counsel. The result is consistent throughput, documented quality metrics, and a review record that holds up to scrutiny.
Technology Plus Practitioners
Managed review is not just software access. The market has moved toward recognizing that technology and human judgment need to work together for complex document review to produce defensible results. GDF delivers both.
GDF's review platform provides AI-assisted queue prioritization, privilege routing, real-time dashboards, and automated privilege log generation. GDF's review practitioners provide the legal judgment that technology cannot replace: spotting contextual privilege issues that pattern matching misses, recognizing factual significance in technical documents, and making consistent coding decisions across a diverse document set. Project managers track progress daily, adjust staffing as throughput data comes in, and flag issues to supervising counsel before they become production problems.
Review Team Composition and Training
GDF staffs managed review projects with practitioners who have backgrounds in litigation support, legal analysis, and document review. Team size scales with the project: a focused privilege review may involve three to five senior reviewers; a large commercial litigation set covering millions of documents requires structured teams with defined review tiers, team leads, and dedicated QC reviewers.
A managed-review protocol should require matter-specific training before substantive coding begins. That training covers the review protocol, the responsiveness criteria, the privilege grounds specific to the matter, the redaction categories, and the escalation process for complex or sensitive documents. Training completion is documented. Consistency checks run throughout the project to identify drift from the protocol before it affects production readiness.
Privilege Review and Sensitive Document Handling
Privilege decisions carry the most downstream risk in any review. An inadvertent production can compromise the protection for an entire category of communications, and a missed privilege document can create exposure. GDF manages privilege review through a dedicated tier within the review team, separate from first-pass responsiveness reviewers.
Privilege reviewers assess attorney-client communications, work product, and dual-purpose documents with reference to the specific matter's privilege grounds and any applicable court orders. The privilege log is built in real time as decisions are made, capturing document identifiers, date, parties, privilege ground, and a factual description that satisfies the specificity requirements courts expect. For matters operating under a Rule 502(d) order, The review team follows counsel's written clawback protocol and tracks items identified for potential notice.
Quality Control Through the Review
QC is not a final step at GDF; it runs throughout the review. Daily QC sampling pulls a statistically valid subset of completed work from each reviewer, checked by senior team members against the protocol. The QC pass rate is tracked by reviewer and by document category. Patterns that indicate a training gap or a protocol ambiguity are escalated to the project manager and addressed before they affect a larger portion of the document set.
A formal pre-production QC review runs before any documents are cleared for export. This final check covers responsiveness coding accuracy, privilege log completeness, redaction accuracy, and any documents flagged for escalation that have not yet been resolved. The pre-production QC findings are documented in the matter record.